{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1.1. Introducing IPython and the Jupyter Notebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "podoc": {
     "output_text": "Screenshot of a Jupyter notebook"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello world!\n"
     ]
    },
    {
     "data": {
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NeZer243DUL5lQ01uydq8Sz2TaxVT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ILXjfV1YnItLlMBKcMEQhiFelUxg6bBbafsPWDtoDovUC213nPf0+3naGcflpiGazNx3SQQxl2S\nqXm9Xm5pLd8CHp/P52pfwoGRzqjVapFIJBaLSZJUKBRms7mvr8/tdjMKFcb6CMdxHMcFAgGfzxeL\nxQkJCcnJyWlpaSkpKUlJSSTZr0vl8Xjx8fHjx48XCAQwIAeRSCQ6nU6pVDLBYWGOK9jyJJOTUfzI\nZDKhUMhYH7W3tzM+PYwrD6MU9mm2GBsekUgUHx+v0WjGjRs3duxYjUbjm3nM8Xq9TqfT6XT6WwTR\nNM3j8QiCYLyaVCpVREvgkSIQCBISEgQCgdfrJUlSJpO1tbU5HA73/2fv3sPjrOv8/78/933PzD2Z\nzEyOzaGHhFLalBYaLEpQkdQT8bBa11NF9yJcl0pQqvXnXlK9VOJ32bW4uKYuuy3rokUXCYLa6roW\nL91tWS5tvRZJATGFQpNSmqQ5HyaZ4/35/XEnac5N02nShufjypVrcs99eM89k2ma+5X3O5EYnXwn\nIu6Ta1lWIBDIzc0919Pi9Xpzc3Ozs7Pz8/Nzc3ODwWBeXl5HR0dfX597LHd+39guVqZpjr6oRo+e\nkZGRlZWVm5ubn5+fn5/vJsYmN7aZrob8/PzS0lKPxzMwMDC6PBwOL1++fPavPSwy1dXVE2JJTzzx\nxISXd25u7nvf+975revSZtv2XXfdNblRzdGjRzdt2vT444/PsvXUD37wg0996lOTl+fm5n79618/\n6+bhcHjCFfdnn322o6MjLy9v5g1f97rXffjDH/7JT34yYfmhQ4fe8573PPbYY+HwrHoi/uIXv/jb\nv/3bycuLioo+97nPzWYPEySTyc2bNx88eHA2zX7uvvvue++9d/Lybdu2FRQUzLDh3/3d3/3yl7+c\n0DkvGo2+7W1v+6//+q+KiorZlPqnP/3ppptuikQik+/auXPnDBuWl5dv2bLl4YcfnrC8vr7e4/F8\n//vfn80PM47j3HbbbXv27Jl816ZNmz7wgQ+cdQ9zsHv37nXr1vX3909Yfscdd2zatOnCt1sbE0Xp\nmT6K0lC3Y9/wzDHfhs/vP1BXOV3kp+dM1mcGMwWPoq2ts068jFdaVmrL4ZiIxBobGqNSOmMGpqex\nsWn4ZlZp6dlSj3ZheeWW8sot2yTaemB3TfUX9rkJoea9ew7UVVbZIuk9S3Zl9ZY1O+85KiJH99Y3\n7Cgvj+7fs9/du6+iesvkb+XSslKfHHUf/aHGaM3Mj37KY5aWlokcERHpaWxslckD6s5oamyabUus\nM++nvqzSGXYJAAAAAACA82UaKuT3FGT5S5eEOvujbT2DUUdEO7PsliQiSmtHO+JMeS11JM2zUP2N\n0rWH4dltSpQSZYtnqfhKxcoTg7+pS6tg6eoi+YP7e1Rp/s+Hf19d+8ZpO0bEju6p/bcXRlNJuZXv\n3EjnqovXoo0lKV+mFK42ogPGqeedgU4dizgtjbrvtDpxRBWXeZauk8I1Klwknov41ZmI6p4W59U/\nOy1/cVqP6u5XZbBHJ+MqI2TmlRrFa438y5RvAcZVOo7jdhuarluSaZputmNu+7csKxQKXXbZZXl5\neevXr+/q6urq6urp6env74/H48lk0jRNj8fjzj5z+9nk5OSEQqGMjIyMjIyxwRrDMIqLi9/61reO\nvVrp8Xj8fn8oFDpr94tz5ff7V6xYkZubu27dup6eno6Ojp6enkgkMjrTzc27uNGl7OzsrKysYDAY\nCAQyMzP9fv8FjarEYrG2tra2trYJc4U8Hk9WVlZBQUF2drbf778QjZom8Pv9K1euzM/PX7NmTWdn\nZ3t7e09Pj5vfEhG3x5U7ks+NFuXn52dnZ5/rUQzDCAQCy5Yty87OXrt2bTQaHRgY6O7u7u3tHRoa\nGk1ouRPlvF6v1+v1eDzuZ7/fn5mZOfq8+EZM2XxrSoFAoKysrLi4eGhoKJFIjC73er2BQMB90s/1\nEWERWLNmzfXXX/+HP/xhdIk7UHLsOjfffPMFTQcuSp/61KceeuihJ554YsLyhoaG66+//v7773/7\n298+w+YDAwPf+MY3vv3tb0/Zyezb3/52bm7uWWsoLCxsbm4eu2RoaOgjH/nIQw89VFRUNPO2O3fu\n/O1vf9vV1TVh+W9/+9s3vvGNDzzwwMzpnFQq9Z3vfGf79u1TDqb8h3/4hzm3wTt9+vQNN9zw0EMP\nvfOd75xunYGBgS996Uu7du2afNfll1/+ta99beZDrFu3bvv27XffffeE5d3d3W9/+9u/9a1v1dTU\nzPAPk9b6gQce+OIXv9jX1zf53urq6rNOr/vOd77zm9/8prOzc8LyH/3oR6dOndq1a5c7W3Y6TU1N\nn/nMZ379619Pvsu27X/913+d+ehztnz58m9+85t33HHHhOUdHR233377T3/60wt03BF2YWGpyFER\nkdbW1ml6GDUdONQ4fDNctb122rTNuKzPpDlgdpb4RM40M5omodLY0DjHGXB2eUWZ75HDMRHpPbD3\nULSqcobfI/Qc2H9opK9RecVIyqen8cCBQ42NjQ2NsnnHjqqpSrQLK7ftqTtU9oFH2kREepqahh9L\nes7SqPLq6uvqvnw4NpxLKm2qH0klVVZvLp28flZFZZk8fkREpO2sjz56oG5bfVNpWVlhaWl5ZVW5\nW2tZZXnBPUfaRCTWsP9AT82WaR9C46FDs+2LJa1NrcMn2i4llgQAAAAAAHCBmaaRG/RvKM1LpvTh\nF1qifTHRM/U/GrtcT7FsgjHdicZGfGboYzSbXkpqFnuYfS+ls/dtEhERQ0QpMUMS2CAZ5WIt2FCj\nxWvNOytLHnxw+GpL539+ZWuw9h/uqCyeFOiINR24r7b24edGL7F5199S/caLOPeBRRtLEtOjAjlG\nfqmxdJ0e6pXTL5lD3TLUnew7bQz1Jgd7VaRbckskkK0ywsqXKR5bzIugf0kqruNDEh3QQ71Of4d0\nnki++mfdetTpOG4lBkXEscNmwSpj6Tojr0T5Z9VBIe201vF4fDSWNPY6rpu88Xg8Ho9nDkPcXEop\ndw+hUKiwsLC/v7+3t7e7u3tgYMCNkriHcMM9oVDIDRhNmRdRSoVCoSkjIHMbMzcz0zSDwaA75ysW\ni3V1dfX29kYikWg0GovF3NZEbqAqEAi4UapZdt85f5FI5Pjx401NTZFIxB0uppRSStm2XVxcvGzZ\nsnA4PLceV+fKsqxwOBwOhwsKCvr7+9vb2/v6+oaGhibHktzVMjIy5vZMuV27Rp/9eDze3d3d398/\nNDQUjUZHX8OGYYyNJXm9XvfoEyJu58S2bZ/PN7lLyuhpT/trD5eKW2+9dWwsabJbbrll3opZNJRS\nP/rRj97whje0tbVNuOvll19+xzvesXnz5k9+8pPveMc7JnxTv/LKKz/96U/vvffeV199dco933bb\nbbN8Ri677LLDhw9PWPg///M/y5cvv/LKK3NzcwcHB1tbW7du3Tq5p1FhYeGDDz74/ve/f3LY9/nn\nn7/++us/9KEPffKTn6ysrJzQWysSiTz22GP/9E//9Mwzz0xZ1d/8zd+c50zAjo6Oqqqqj370o1/8\n4hevvfbasXf19PQ8+uijf//3fz8hj+Xy+/2PPvrobP6N+/rXv/7EE09MTpVFIpHPfvaz3/ve97Zt\n2/a+971vQj61r6/vl7/85Xe/+90//vGPU+72mmuuue+++8569IKCgh/+8Ifve9/7Joe6fve7361f\nv/7222+/+eabX//6109433766acffvjh++67b0LYd9QDDzwwm0ZTc/aZz3ymvr7+ySefnLD8Zz/7\n2cMPP/yxj33swh1aRMoqynw73SY7TU2NIpOGg4lIT2vr6LizGRsLNdXvOTCaKYpOSNycmZQWa2ps\nmi6W1FC//+hM9Y7J2kwK9JRWbS7ffvhwTESa99btra3cMm0Kpqm+bu/wLDZfxeaRvkDRQzu2fODB\nNhGRcGvV9qrpcjnuWXDfpEbnkqXnLJ1RtqW6ovbwwZjI0f37D5Q37HfrDW+u3jzlwyqrqlrz5SNH\nRUSa6+vqayurp3/0e2q3338wJiLiu+6bDSOxJLtyS1XBgw+2iUjv/t17mrZsK516+4Y9ew7PullS\nU+NIgqm0vIw/OAMAAAAAALjggn7vqsKsoVjyVNfAUDw1MBTXSrnXE2XGbknDd4ysOYYWPfIhY3oO\n6fnqb5SuXkoupcQQEVPMgHiXib1GfKViprn/BURkTfXWd/7n3/5m+E+JB557+G/f98uSjW/cuH51\naXEwKNLf3/TCs88+9YfnWsb+0X/mxi/W3ly6EPVithZvLElERFRmrrXyDZJKJCNdKtHvaNHxwVT7\ny3qgQ518xgkXqbxSo+Byo+AKlbVUBbJFXfBWMTNxkjrS7XSflNPHUq0v6c5mp7fVGerV0X6JR7X7\njpeZa5a+3rzs9UYgZ6HKTKVSbs5mysYMhmG4rWXS0nfHNM3MzEx3mtvo7C133pZpmqZpWpbl8Xhm\n7mEzyw436eX1et3gkZt9SaVS7hXN0crd6NW81dPf3//iiy8eO3Zs7EwxpVQgEFi5cuXKlSvnv3+P\nmzzzer0FBQUThriNPrlerzddCR63L1RmZqb7dLhj9ca+nNwbSin30Of5siF7hCl99KMf3bZt2+Dg\n4JT3rl+/fuPGjfNc0uKwYsWKX/ziF29/+9snj7USkb179+7duzcUCq1du7aoqCgzM/P06dMnT578\ny1/+MmWHJNe73vWu2eRaXNdee219ff3k5alU6tlnnx39crr80Hvf+966urrppq099thjjz32WGZm\n5vr16wsKCrKysnp7e5ubm5999tkJ48/Guuaaa3bv3j3L+sf64Ac/uG/fvtE9a63r6+vr6+uLi4vL\ny8vz8vL6+/tPnjz5zDPPxGJThwxM0/zhD394zTXXzOZwHo/n5z//+Q033PD8889PvrehoaG6utqy\nrPXr17sDWLu7u1taWp577rnpji4il1122S9/+ctZ/rv27ne/+5//+Z8/85nPTL4rHo/v3Llz586d\nRUVFq1atKioqMk3z1KlTL7/88iuvvDLDPu++++6bb755NkefM6XUv//7v2/YsGHyedi6detb3/rW\nmcfnnaes8ooy2XdERKTxUGNUyqcIjmQVZo30OWptbGyViqnzLo27a2oPjj6E2MRJbYVlZVlysE1E\npHnv7v21FVWTojvRhrptu4/MVK49mkvq6emZ1NyprLqmcsfhx3tFpG3f9po9FXurS6fYSbShrnr7\nSKXhqpotIyvZlZsrCx58xM3l7NjdsHn7VKdDpPHAgabhm6XlZcNnIz1naYzSzdWV2w8+3ivSuGd7\nXaubSirYXL15mshTec22G+tuPxgTkd5922v2VE796KVpz5kKxg+Es6u2VW+ov+dITCR2cEfN7qq9\nNZODRNGGHWd5ksZpPDQy7q2gvHzKegAAAAAAAJBWXsvIC9mXF4ZbuiPJlPPiqe6BmJZJvz6f+rqX\nGvmYwsxdiM61m9GMe5h9L6Wz9EZyM0kyrk/S8AP0i7VC/GvFVyJWjqhFHrRYGMHKL997x6mt9z03\nekF7oPmp3zQ/9Ztpt8i9/v/77r0fLJ2P4jB3i/y7RfkCqmCVGe13Oo6nkkM60muk4hLtU9E+3S3J\nrleM3lY90K77O1T2MiOUL/6Q8mSI1xbLVpZPLK9cuGCBdnQyLsmYJGKSGNKxQWewRw20pzqa9elj\nzunjTvdJMxFRevhtPGV6VSDbKCwzlq5TeaXimacuO5OlUqnBwcHBwUE3luQ2gBERN89h27bX603j\nLDC35828dRWabPKQ1NlQSrnxrAtT1DlIJpORSKSlpeXkyZOnT592x8mJiNt0Kisra9myZYWFhQtS\nqmVZaR+lN52L5xnBa1koFPrrv/7r//iP/5jy3vNsbPMa94Y3vOF3v/vdu9/97o6OjilX6Ovrm9zQ\naDrV1dXf+973Zt9D7sMf/vBXvvKVCSP5JpsyeePaunWrx+O54447poz8isjAwMChQ4dmWc9b3vKW\nffv2zW1825vf/OYbb7xxckbq1KlTp06dOuvmHo/nhz/84Yc+9KHZHzEnJ+fgwYNVVVVPPfXUlCsk\nk8mGhrq6KFcAACAASURBVIaGhobZ7G3jxo2/+tWvzimUc/vtt3s8npqamulOfktLS0tLy2x2ZZrm\nv/zLv9x2222zP/qcrVmz5mtf+9pXv/rVCcs7Oztramp+/vOfX8Bjl1VUlMiRZhGJNRxqkC1TzBks\nragolcNHRURij9duq6+sHw3yDIs27a+trr7n4NguZz2tPeNXqqiqLLjfHX3W/GD1lvK99dsqziRs\nehrqa7dt23mwd8Zqs0pHsj+xA7trD1TUVpZKT49kZbnpmcLqHdt3H/iy2zBpX03l5p49u7dVjs0H\njVQ6fJjwjTvqxvREsqu2bVnzyM6jIhI7Urt5S1b9npqK8SmgaNPebVtqh5sF+a6rrh45YWk6S2MU\nbq6p2vb4I70SOzryhleyuXr64Wyl1Tu27a6850hMRNr23VpR1bpn97aq0rHr9zTsrtmy7fHhCnwb\ntu0YH10q375jS/27HmwWkbbHb6/aHK0f9yRJ64Ed1Vu+fJYnaazWhoam4YOVV1bQLAkAAAAAAODC\nMw3l91pLwv51K3KViKXkla6BnoHYYDQlokQpEWdySklERJTbCEBEhnM8Wk/8OJ+uRe6V8jOX68cG\nj8YvHLtkYvBodA/TbTs2ojSyshrZUoson5gh8SwT/zrxXylWvhhccLxQgldV3//j0n/75rcf/kPL\nWS66ZK5+59Yvf/mDVwXnpzKch0UeSxLDI/6wWrLSuPw6rVSq+WljoEOLOFqUEh0bdDqbnYEO49Xn\nxQ4amTkqVKByV6isYiNcqIL5EsgRz4X6XbiOD+lIl/S3O72tuvtV3fWK09umh3r0UJ9EB3QsohND\njhatxVCiRFL+sHnZ683LK4y8y5SdKcYCdAByJZPJ/v7+/v7+CU0aDMMIBAKZmZlzHn2FC2FoaOj4\n8ePHjh3r6uoaHb0nI82KCgoKlixZMm8T3ADceuutU8aSLMv6xCc+Mf/1LCavf/3r//SnP23ZsuX3\nv//9nHcSDAbvueee22+//Zy2WrFixVe/+tWvf/3rM6/W2Ng4muWdrKampqys7Oabb55lAmY6t9xy\ny/33338+KcytW7cODg5++ctfPtdIbn5+/qOPPnrjjTee6xHz8vKefPLJz33uc9/73vfOddtRhmF8\n5jOfueeee+aQx/rkJz+5evXqj33sY7OJXk3n8ssvf+CBB+bw8OfszjvvfPTRR48cmdiGZu/evQ89\n9NDHP/7xC3bkis2VBfc/2CYirYcONUlF6RSrbNt2457b3TBK8yMfK2+sr67eXFlWaEu0p6nx0P69\n9fsPt8VExFdyXbkcPtwsItLT2jq+nZFdtb16w143NSNtj3/h+tK6GysrywrtaGtTQ8OBI80xEZGC\nm26rbLr/kWkmuRWWlo60XOo9eM+my+4RESm57X+adle6K5Rvr999qPLWfc0iEmve94VN++uu21xV\nWV5WakebGg8d2L//cPNIryLfmlv21NeMe7x2RW3dLXvdXE6sed/t15fW3VhVWVFeVpplR3sm7MC3\nYVvdtjO9htJzlsbKqqreXPDIg2diTGtmSiWJ2BW19XUNlbe7saO2x7/8rrLd11VVVVaUlWZJT2PD\ngf17Hz86GikK37hjT+3EpFBWVd2ezzdU7TwSE5Hmx79wfenumzZvriwvtKNNDfv37z14tFdEfCVr\nCpuPTjHzcaKeQwcahhNcFZsnt8cCAAAAAADAhZJpe9YUZ2cHfIVZ/r+c7G5oaj/ZnownHaUMrZUo\nkTGz20ZpLVpr0TLmV9/OyMeULYum7GY0ZokaHaCmRdTUvZTU5PXHLxm7pjNpycS9jQkwjRp9OI4W\nM0v8V0nGerHLxFskZugCnH6c4Suu3PrPldVHD/zmP39z4Klnn21qGTgTUPJmFhWtWb3x+sqb3vnO\njcXEwy4Riz2IoJRYXhVaYi672kklU5Fu7SR1dEBSSUeL6JREB1RsQPraHFGOL6CCeUb3qyqrWIcK\nnGC+ZOYqf0gsn1heZXqU6dGGqUxLDEsMU5QhSinD0KKUMoY72WlRorV23HmbolPiOJJKiJPSqaQ4\nCeUkdTIu8SFnqNcZ6JT+dt3bpntedTpPOP2dKj5oqDNt4Rz3vdb0KDtoFKwySl5nLL9agnlizt/w\nr8mSyWRPT4+bcRm9vKq1djvfBIPB+ZxNNg9Ge0EtdCHnzHGcRCLR3t5+9OjRl156qa+vz80kuY/F\n5/MtW7aspKQkJyeHHkLAvNm0aVNpaWlTU9OE5VVVVRd06NJrxPLly//3f/93165dd911V2dn5zlt\na5rmRz/60R07dixfvnwOh/7qV7/a29v77W9/e4Z1IpFIc3NzaWnpdCtUVlb+5S9/ueuuu3bt2nXW\n3kuTXXHFFbt27Xrb2952rhtOduedd15++eWf/vSnu7u7Z7nJhz/84fvuu2/JkiVzO6Jt2//2b//2\nkY985POf//wMbaWm86Y3velb3/rWG9/4xrkdXUTe8pa3PP/881//+td37dqVSCTOadtwOLx169av\nfOUr89zc0bKsBx544Lrrrpvc5+lzn/vc2972tsLCqYeCnTe7csvw5LJYw979rdtqpjhOac2e3Qeq\nqh85GhMR6T2yb+cX9u2csI5vzUfr6ndXt9YUvqu5V0R6Dx04JJsrxx6pvHZPXUPV7SPNenqbD+57\n8ODYfRTc9J399ZX1lfdPX2zNyJixM1obG1tltCdSafXeA3bN5pr7j/SKiMSaDz9y/+FHJu7IV3Lj\ntj31OyonPdisqt37f9BTVbPPDR/1Hj34yNGDkzYXCV/3+fq9O8aletJzlsY/3OrNJQ/eP5L/2VBd\nM0Uzq3EblNXsPWBXb64ZLiLWfHjf/Yf3TVrPV3LTjvr6bVOO7Kus27/f3rJluKtT79HHH7zn8QfH\nbfvR3fWV9ZW3N8cmbz1e9NDeA24MylexpeoCvYABAAAAAAAwBY9lZmeaAdsT8FkZPo9lqoKwfzCa\nGIonE0knmUyltONeahzzF60qN+jLC/ozbY9lGlM3TJpVh6TxS9ykkTJFPKK8oixRhoiW4eYLk2JJ\nw12OxvRYGrtnc/z+lUzRk2lswyclIkqUR5QlyiPKJ95lkrFe7NXiXSbmXMYUYA6Cayo/uKbygyIi\nEuvv74/FfL6gN8hV7UvSYo8liYiI8maYS1aKdqzBHke00/qiEe1z9Ej2cjhn6Uh8yOlt00P96vRL\nKcunPLZ4bGUHJZCjMrKUP6TsoLIDypepfZnK61ceryiPWB4xLMc0lTJEa60dcVLiJJ1kQpyETsQk\nPqSjAxKL6NiARPv1UJ8e6pGBLifar5MxSUQlEdPxQYkPqVTcLUePDOtUIoYS7Q1I0VrPytcby682\nspdduAZOsxSNRjs6Ojo6OmKxcVcWPB5PMBgMhUL03blIJJPJzs7OpqamxsbG48ePDw0Njd6llAoG\ng6tXr169enUwSGc7YP4opW655ZZvfOMbE5bfcsstC1LP4mMYxmc/+9nq6uof/OAHP/jBD/70pz+d\ndZNly5Z96EMf+tznPnfZZZfN+bhKqXvvvfemm276u7/7uyeffHK6PkMvvvjiDLEkEQmHw3V1dXfe\neeeuXbt+/OMfv/TSS2c9tGEY73znOz/1qU/91V/9VRqTwR/60IduvPHG//f//t/3v//9wcHB6Vaz\nLOu9733vnXfeWVFxl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NDZs2crKyvNXSuIRSGTyU6dOmUw\nc6pGoykuLs7Pz5+dWkHmBJyWCDSxJEapVIJvUB8fH+LsFQYxSdtFoVBAqVBHRwfYy9SmubkZ3FWr\n1WAwujbgsoSzs/N0c95B5pa8vDyCRTiMycnJq1ev1tXV6TuBz+f/9NNPxJokDLVaXVxcfPXqVeLT\nampqsrOzCVYyQMRi8enTp9vb28mcjCCIVCq9cuWKzh/u4OBg5JMLMR+4UVxoaKiRAe4kNUmwJwnR\nh1KpPHv2LE6TtGHDhhlrkuaw6dOn/jHVmwIFPk0LFRsbG39/f2xXLBYTnAw25qCDUUBAANgsE9wn\nJszgplarL1y4oDM4D4dAIDh37hzJiCmNRpOTk1NYWGgw1GR4ePjvf/97a2sryQqbtZUgRqlUZmdn\nE2uSQPr6+v72t7/pNKqBLHjm8EZFuX37NoEmCUMkEp08eRI0PIZAIBAIZBEhF+V8frRIV94e701p\nPDPlIeu8c3jf50SapCkUXaVf7tt3nG9YDWXwooWf7dl3lECTNHVNUf7ne/ceKyHsxAhzD+49pEeT\nhCGrOX9o35elUsKTIBALQKF47cmwtbVFN7hcLir9RyG/TCaTyQQCAfZF1BsVLAo8GTxucLhdVFT0\n9ddf19XV6TxTpVJVVVV99dVXOjOCadPR0XH8+PHLly/r0yQhCDIwMFBQUPB///d/BstUAaBhEvfv\n3z99+rROTRLyKsbv66+/fv78OZnakodCoZAR9OAqNlfqnJcvX2pHTEVHR5s86XZiYqK2I7tOZ+u5\nBbolzXsGBwe//fZb3FppWFgYh8Nxd3enUqkymaytra2mpgbLLKjRaK5fv25tbT0zn3bIvEOlUp09\nexYns/f39+dyue7u7lZWVkNDQw0NDS9fvkRnq8lMbxFApVJXrFiBbgsEAszGxt7efunSpdhpS5Ys\nMeYqkBkTERFhb2+PZSWrr69PTU0lk0Okvr5eLp8aJy1fvtyYapiw7QoPD6+oqMDOaWlp0eeTPzk5\nqZ3BsLW1lcADCVyZiIiIIP37IHPP06dPwQU/f39/FovFZDKVSqVEIqmvr8cp2G7duhUWFqYt4xga\nGsrNzQUX8wICAsLDwz08PGxtbSkUyujoaEdHx4sXL8AMvlVVVeHh4frumbq6uosXL4JHqFRqZGRk\nSEiIo6MjhUIZGRlpamoCH7rR0dHs7Ox9+/aRaTzv3LmDPeM4uFyum5sb1kpjzw6CIJ6enuCaKzZI\ng8wauAwg4L/DfMCeJEQfqCYJJyZ488034+LiZlbg3DZ9OucsTPWmQIFP08ImODgYexyGh4eHhoZ0\nRihqNBpQBA8aHVlbWwcFBWF9y+bmZn2pgUHRPJVKJZllWyd37tzByemcnZ1jYmJ8fHxsbW1lMllL\nS0tNTQ163+rM9K2T/Px8Pp8PHnFyclq2bJmvr6+dnd3Y2JhQKOTz+Wg6xcnJyXPnzpEp1oStREBA\nACqZkslkL1++xI6HhISgxmmIVlfn3r174HStra0tl8v19/d3cnKi0WgKhWJwcBAcNSMIIpfLL1++\nvH//fpgna1Fh7teZQcBpFisrKx6Pt2zZsiVLlmg0mv7+/urq6oqKCkwyODIy8v333//jP/7jjDM+\nQCAQCAQyT+nPP3YckNagPToEQRAkcFMq10zXzD0KCKFobrzU9zM389iBPm7uTEQulXYJa0pyss/k\n1bw6RyE4c/T8pnN7OK++E5j2z59yFQiCSApPflX0apYocNM/74n72VWJxnp9HltaeeTAYVAIRfPm\npWZu3xzPZXu70RRSSaegND8nJ6foVSI7heD8oUNu353Yo9MzSV557OBrBlO0wMTMPRmbeGwfJl0u\n7RSU5uWcyykSKRBEIYLR7RBLZ2hoCJRlUCgUe3t7dNvJySk4OBgbv3d0dEgkEjc3N4Nl8vl8MD6H\njK82GfLy8nT6LeFQKpU5OTlUKpV4rerJkye3b98mmbJGJpPl5OT09fWRyf+A1RZcVtAHGuNHp9PB\npeFZQC6XFxcXY7vW1tazXAEMbaskBEH0zQUZA4PBiI2Nxd1C4+PjLS0tFmXTDmVJ8xuVSnXhwgVw\n7tvd3X3Hjh04I4Tw8PDk5OSHDx8WFhZiB/Py8vz8/EyuyINYIMXFxeAEK5VK3bp1a3R0NHhObGxs\nR0dHTk6ODpPQaUKj0dLS0tDt7OxsbL7M0dEROw6ZQ6ytraOjo8vKytDdiYmJhoYGfToeEDCDG5VK\n5XJnPn4zbdsVFBQEDCyRpqYmfT9HLBZrK80JorcHBwfBDBrh4eEGfxrEcsBWmgMCAt5++22c09WW\nLVvu379fWlqKHRkZGeHz+dp6u9LSUmxFgUKh/OIXv9AebHA4nHXr1uXm5oKPSXFxsc7hwdDQ0LVr\n18Aj4eHhqampuPQKXC43JSUlLy+vvr4ePaJUKi9evPjb3/6W2AJHo9FgK4VBQUGrVq1ydXUdHR0V\ni8UVFRUxMTHe3t5Ya1xZWYktrQUFBb311lsEJUPMDS7mfhbs2WBPEqIPnZqkt99+G/NMni5z3vTp\n/Jap3hQIfJoWASEhIffv38d2xWKxTllSe3s7pmajUCg4o6PQ0FBMliQWiycmJnSKgEF5EIvFIhM/\noBOhUIj1+VHWrl2bnJwMFhgZGZmUlHT9+nXyLkGtra0lJSXgkfj4+PXr14MPaURERHJy8u3bt9HI\nSDImTKZtJbhcLjpaEYlEoCxp5cqVOrtno6OjoOG5n59fVlYWzuadxWLFxsaKRKIff/wRE0F2d3cL\nBAIOh4NAFgfmfp2RAZtjcXJyevfdd318fLCP/P39/f39eTze2bNnsdMGBgby8/NTU1ONvC4EAoFA\nIPMLUQ3av3XjZf7zP7+fxHGnI/J+YWX+uUJmhpn6bg3ns0tfCaFogduPZx/mAT0EOpPO4iaxuElp\nacf2HTgv+HkqW3D+fEnmZ/E/S4TcuZvTuAiCIELJ+SlZkk9cWlqazqys0sKjhy9PaZJogamfHv9k\nsw8mOKLTfTjuGZz4jMzK44cOnvlZp6Wo+erwV7xzB7l4YZKc/9WR81ODEVpg6pHjnyRhxTGZHPcM\nTnxqZuHR16VQEIiFghvnent7g0FrsbGxYFjRixcvyLiDg75KLBYLnRmYQWAMiEgkAsOTAgICgoOD\nnZycVCrVwMDAy5cvBwYGwPNzc3ODgoL0Ffj06dObN2+CR6ysrNhsNpvNdnFxsbKyGhkZaWlpqa+v\nB2exUCvxjRs3GvwLmDbGz+SMjo5euHABDCCPi4tjMBizc3Uc2qa5Pj4+ZNRvM4DL5Wor29rb26Es\nab4iFouxUT1JHB0dzZoq5fHjx6DcxMfHZ8+ePXS6DpWzjY1NcnKyi4vLlStX0CNKpTIvL2/Pnj3m\nqx5kWoyOjoLLHtMlJCTEw8ND+/jY2Bg4a2xtbb179+6goCDtM319fffu3fvdd98Zr0yCWDjLly8H\nlyiqq6sNypLQngq2GxkZaYyTimnbLhsbm9DQUCwQHJemDUTnR93d3WNjY5hMHgTsttrb2xsTqg6Z\nK6KiojIyMrRNMqhU6ptvvqlWq588eYIdfPnypfZiM2gGsHLlSn0BEDY2Ntu2bRsaGsKGEJ2dnQMD\nA9rpk69fvw72+FesWJGamqozEIHBYOzatevatWuY2WlPT8/jx4+TkpL0/mCADRs2gNL7kJCQdevW\nWVtbk/kuZPZRqVRS6Wvm19io1XzAniREJzo1SQiCoMYnM8OSmz7j3xQIfJoWAT4+PnZ2dtjkWltb\nGy7MAwX0CUetg8BPQfMktVrd0tKiHbE3MTHR3d2N7RqTwe3evXvg7vr16xMTE7VPYzKZmZmZFy5c\nwPQTxNy5cwfcTUlJWbt2rfZptra227ZtYzAYDx8+JFPsrLUSOqmrq8MCSa2trXft2oXTJGEEBgbu\n3LnzzJkz2JHa2looS7Icjh8/PjPzKqVSSea0ub1RceXv2bNHe6yBIIiXl9fevXtPnTqF6ecqKiri\n4+N1ngyBQCAQyILGLfHT746lvZLw0t1Z8VmH4811sc7KSkzRw0g6cJCnU0iEIEzewU8zS3af+flk\nSWlhDRLPm8kV5fyTx/OnlnK0lFAA7rwDJ44je/ed+VkOJco5lpeZneHz2kn9+SdzpkRJbomfnvgs\nSUf4DN0n6bMTR5C9h/K6tD+EQCwGhUKBG43ixtcRERG2trZY9766utqgLKm3txd0u8ei4KYbGIMD\nCxv29fVNTU0FAw8QBElJSSktLb179y522ujoKJ/PX7lypXZRnZ2dOE1SYGDg1q1bcbFw0dHRKSkp\nt27dAtc+Hj586OfnZzA434QxfqZldHT0+fPnjx8/Bs3UAwICyKjNzMHg4CBOoYUgiPlmDwICAsA8\nOSgEKfzmBChLmga4J5kMUVFRO3fuNEdlEARRqVTgFLmtrW1WVpbOuW+MmJiY9vZ2TC7X2tra1dVl\nVuEUhDzDw8O3b9+e8dfT09N1ypIqKyvB5Klr167VqUlCYTKZGRkZp06dAtMVQRYenp6evr6+HR0d\n6G5jY+P4+Dhu1QTHixcvwLvCmD6EOdouDoeDyZKGh4f7+/t1Wg6AC0XOzs6oYlqj0QiFQp0ujg0N\nDdg2m80mk7MWYlE4Oztv27aN4B+3fv36Z8+eYYsQ2ur1iYkJcBk+ODiY4HIUCiUhIQGMbBCLxbjZ\n/+7ublAeh/bdCdZOKBRKWlpaZ2dnT08PeqS8vHzt2rUGjRPCwsK07UChJsmSwSV+srKy0rcgaipg\nTxKiE32aJARBioqKWCwWQU9SH5bc9Bn/pkDg07Q4oFAoLBYLE+6IxWKdp4Ehg6AICcXNzQ3rgiII\n0tTUpN0FFYvFYK97xrKktra2trY2bJfFYhH4hFtZWW3btq2jo8NgIFZzczM4Cctms3VqkjA2bNjQ\n1tYG9o50MmuthD5Aw8IlS5Y4OjoSnBwcHOzn54e1BuST30FmATDtuMmZ8xsVJDU1lUBm5Orq+uab\nb16+fBnd1Wg0paWlb7/9tvHXhUAgEAhkHkGLev9gmo/h80yEpGtKIcR0cyMaEHIyMqLOfCl08/bx\nZnmzWDQ5ghCdrgdpaXbuVE80MPMzvUooBEEQhM498Glm4Ss5lKLm3PmGjIPg+nhnfk4ptpDEiPvo\nk836LX3dkw5+sqn043wY3w6xUBQKxY8//giOcCkUCi7e2MbGBjSYGRwcFIvFxKHpYKoEGo1GJgkJ\necLDw9955x3tWSwrK6s1a9YoFArQeFsgEOiUJd24cQPM3cZms3ft2qVzAOLg4LBjxw5HR8fHjx9j\nB69fvx4aGkpmwGKSGD/jaW9vf/78uVwu7+/v7+npweWt43A4O3bsmKs1EWwYCILTnJkQCoXi7e2N\ns2YAs8FYAnCFdR7D5/NlsqnkuGvWrMG5Rutk3bp1YDMBtguQBQmodaXRaAkJCcTn+/r66gz8hSww\nwE6ASqXSmeIUBLSmdHd3DwwMnPGlzdF2sdlscDoYlB9hjI6OYqHnXl5ebPZUHm6di68KhQJcQSGj\naodYGitXriR2B7W1tfXz88N2R0dHcT1XXNg0LseWNiwWKyEhYevWrXv27Pn973+/bNky3Ak4V7yU\nlBSDcjdra2twHXF0dLSmpob4KwiCEK8RQiwQUEOMIMgsGNvCniREm8nJSX2aJARBNBrN5cuXZ+CZ\nZMlNn/FvCgQ+TYsGUCHU09ODk5MiCDI2NgYGomnLknCF6OyyghoXR0dHnZEnZACHgQiCrF+/nthC\nxtbWNjk52WCx4CQsgiCbN28mPp9CoWzZssVgsbPWSugDTDM3PDxsMOvc2rVrU1JSdu3atX///n/6\np3+a8XUh84s5v1ExgoKCDI5Ply1bBsbq1NTUqFQq4y8NgUAgEMg8gpu2afZESQjCpNGw7a7C3Eop\nwbk+WScqKgrv5J7LPn7ssyytZGqkkJbkYjnjEBov633DxXAyMqKwHVFh3mtDhs7S/KluiltS5ibi\nPOPM+PdTZ75CAIGYDblcXlVV9fXXX+P0GdHR0drJs3BCperqaoKSNRoNONBeunQpDXjqjcTZ2Tkj\nI4NAQLNmzRowgQkYL4TR2toKRtM5Ozvv2LGDWGOUkpICRmKPjo4+e/aMTG0NxviBs206Y/xMglgs\nrqio4PP5XV1d4Hydra1tenp6VlaWCf9H00XbKglBkCVLlpjvip6enrgjxjjfmwMoS5rH4CYxMbM4\nYhwdHUGxp75VB8jCYGRkBNRjLl26lMwyJ8l7CTKviYqKAm8G4v5WR0dHX18ftsvjzchV9hXmaLvs\n7e1BpZTONR6wGxoSEgIuMYL56cCD2LwtlUo1JoMGZK4gY4mJM9bCSUMYDAbYcX/8+DGYV0UbGxub\njRs38ni8oKAgZ2dn7fU/8OZ0c3MjmRkwPDwcrIbBd7eNjY2/vz+ZkiGWA86ncGb5R6YF7ElCtHn8\n+DH4P6VSqZs3bwZnGUZGRq5evTpdW01LbvqMf1Mg8GlaNIBTdRqNBnMexWhqasKeDjs7O19fX+1C\nQK3S8PCwduAaKIsntmkkBvRtcnZ2JhNUEBkZSTxfqdFowBzHgYGBOg1KcXh6ehp86menlSDA2dkZ\n2x4fH7958yZxQxcREbF27dqlS5d6e3sTW6NBFhJzfqNikAw1Bt9HY2Nj2q0WBAKBQCALmsCoKMOd\nVRPizeUwsJ2uywf3fZZT2a/XyNHoLqScX1o5NTZlJ8aR+bE+PN7UuKCrkg9k95HyS6a6+rSoJJ5h\nkdOmJKhLgswWvb29d/WTn5+fl5d36dKlv/zlL//93/995coVzKUYxcnJSWdQja+vLxgLVFtbSyDl\nb2lpAe2XcJImI4mLiyMW0NBoNBaLhe1KpVLtqmL5o1FSUlIMDldRh1fwSFlZmcHamiTGzyTg/tEY\nExMTDx48ePDggU5t0Oyg89LEWWuMBBSuoSiVSjP95WcGTOI2jwF94z08PIhtxkECAgKwuc6hoaHh\n4WEnJyeTVw8yXSgUijETmjp1qbjkAuBLi4CgoCAqlYrzCIEsMGxtbSMjI7FwZ5FINDg46OLiovNk\nMCra2tpa2wBmWpip7WKz2dinQqFwcnISt6wCypKCgoLARZT+/n6pVIozNgAzuIWGhs6CcwnEtNBo\nNDJLZbiOIK43T6FQgoKCsIW98fHxkydP8ni8qKgof3//6eb1GxgYAO00yGvdbGxsfHx8sGfHYK4Q\nHx8fmK9t3oFrZGbhLQx7khBtwDaQRqNlZWUFBQUplcqCggLsuEAgKC0tjY+PJ1mmJTd9JnlTIPBp\nWjTgUrCJRCLc/QxKFoKDg3X2E9Dj2KxQU1MTOAeqUCgM+i2RYXR0dGBgANslOQyk0+mBgYG4iFIQ\nnEcU+ZSOwcHB+tLeIbPYShDXENytrKxsb2+Pi4sLCwtjMBj6vgWxQJKSkmYWDtvQ0EB8C1nCjYpC\noVDIaGoRBMHpEUUiEUkpFQQCgUAgCwEai82a1QvS4zI2ueVffpXWTCbIO7ov75gbmxcXl5SUFMfj\n+hg21Z0GXQLBVNfEjcUhZwzFYrNoiOhnOZOwRiBHfH5ekuqsEU6pnFg8NomVKhaXw0BEMsMnQiBG\nMzAw8OjRo5l9l0qlvvPOOw4ODjo/jYmJyc/PR7fHxsYaGxvDw8N1ngkuk5EM/iGPvouCeHp6vnz5\nEtsdHx8Hh6u4OCIHBweSCUBcXV1DQ0OxCQ2JRDI0NASG7mhDMsYPDMlQKBTaohnjQadoqFSqra3t\n+Pg46Hw8NDRUWFj49OnTjIyMOTEd0Dm9b1b3Jp2Fm+kvPzOgLGkavP/++9M11zLfMrZUKh0eHsZ2\nnZycyDtx4abVuru74fS3JeDt7b1v3z7TlonLN+Tl5UXmWxQKxcPDAwbSLXhiY2PBjhSfzwft5TFU\nKhVoTRkeHq6vA0cG87VdERERWPdRqVSKxWLc6gJmiWRtbc1isahUKoPBwGaWW1tbwfSFGo0GDDEn\nOe0LsSiYTCYZvxncGrZ2ZHxcXBx4M6hUqvLy8vLycjs7u+Dg4JCQkJCQEOJuOgbOrZTBYJC//8G7\nfXBwcGJigqA3qW1IC7F8cNJklUqlLa80IbAnCSGGTqf/8pe/RBcv161b19zcDC6j3rt3LzAwUKcT\njDaW3PSZ5E0Bn6ZFRVBQEBZ9iNPZaDQaUNATFhamswQ0ZBD7bktLCyjya2trwxRLFAplxm5JoNEp\nosvHWx9eXl4EsiSct5O3tzfJYombi1lrJYhrGBAQAP5Pe3p6rl69iiCIt7d3aGhoaGiov78/lH1b\nPitWrCCTRlObkZERYsGQJdyoKK6uriRD2ry8vCgUCvbaMpiQGgKBQCCQBQXTzX2WTS3pvA8+2VR0\nKF8CHFNIBKV5gtK8MwhC82bzeHFJSZsS4zgmqFqnELA6khQeTksjtdatkE6JjxSdEukr3yZ5V+dU\nSiiatw+Z8TWdxfZB8gWGT4RA5g5XV9cdO3YQjEmXLVt27949bCReXV2tUyGkUCjq6+ux3ZiYGBNa\n3dva2pJZX8ANInDJxyUSCWjPExYWRn4Ay+FwwDgrkUhEUB9TxfiZhLVr16alpWFjwL6+vpqamrKy\nMiykanR09O9//3tmZiabzTZHBQjQKRKSy+XmM0ySy3U49M1hGjttoCxpGtjZ2c1sdsMcgEFaCII0\nNjb+z//8z8yKGhsbM0WNIJbI4OAguEty4RxBEHd3dyhLWvCwWCw3NzeJ5OeBkj5ZUkNDA9ibMTKD\nm/naLldXV3d3d2ymtampCVzI6e3txQw2/f39Uc0oi8Wqqfk5ZXZLSwsoS+rq6pJKf04ATj4aFWJR\nkJzrx40ftGVJISEhcXFxpaWluOPj4+O1tbW1tbUIgri7u7PZbA6HExAQQGChhLv/CwoKQAOSaTE+\nPk7wA+3t7WdWLGQOodFodnZ2YHs7MjLi6upqpsvBniSEAFtb21/96leY2TKFQtm+ffs333yDDW5V\nKtXFixf3799PpqW15KbPJG8K+DQtKoKDgzFZUnt7u1qtxt77XV1d4M1AoCgKCQnB5C9CoVClUmFz\nhaAqwtvbe8bBADgbc32WqNoQzy3iRpfkbYSILcRmrZUgJj09/dSpU9qPYVdXV1dX18OHD6lUanBw\nMNrls5ypIcisYSE3KoIg5AMmaTQaGjSM7upLcACBQCAQyMKEwZx900v3pE9PfIocPJovwqf+RhBE\n0fWzQukozY0dl5ialpWWxJpxr1IulYDXkEm6ZuBaJO2UIAg6AlBIZVPlMZlMUropBuwVQywYDw+P\nFStW8Hg84rBPBoMRFhaGpc5oaGjQGUVQW1sLmt+A6ZKNh6TrNk5mhEvOhQtPIh9HhGiFEmmnmwcx\nVTS4ScDZwS5ZsiQ5OXnFihU//vgjFliiVqsvXbp04MCBWR7I65QfjY+Pm0+WpD2hQaPRppvxw6xY\nUFUg0wL0TjeSOUysCDE3OGkkeVGkMenkIPOI5cuXY9u9vb1dXV3a5+CsKWcctI1i1rYLlLHj4rxB\nrTeWbwL8LaCfJPJ6BrfAwEAo8piPmNCwcPPmzQkJCQQduP7+/pKSku++++6LL764ceOGvo77rL27\nLceWEzItcF4vuNVf0wJ7khB92Nvb79mzB0wAjyCIs7PzW2+9BR4ZHBzMy8sjU6AlN30meVPAp2lR\nAfYelUol2HkGe5seHh4ExldgajalUtnW1obtYkn9ECMyuCFaw0DygzviM3HFkn/oiJYDe4wAACAA\nSURBVIu1kIfI1dX1vffeA3Pq4VAqlQ0NDbm5uceOHfvuu++eP39upnBPiGViITcqMs33Hfj06Yyd\nhUAgEAgEYlLorLQj5y79+Z9Ted76l2IUEkHR5S8P7diccfAcXzqzCykUiA7p07RLwbakCrCjQHIZ\niW5RLhyQBQ2VSnXRj6urq4eHh7+/f3h4+OrVq7dt2/a73/3uww8/fOONN8hY0cfGxmLbk5OToCsS\nxosXL7BtFotFPviHDCaZzMfC8lGm5SmOi4wl9oU1VTS4+WAymbjRvVwuv3///qxVAEVnpFlPT4/5\nrqhduDGpb8wBdEuar5hwzhpOTCxgQBM/Kysr8pZ9UJa0SIiJibl//z5oUInTUI+OjoLpq2JjY420\npjRr28XhcLAEw93d3VKpFJM/YxncEGA9CVxYGhoaAjPmgll4SabghSxgKBTKxo0bo6KiHj58WF9f\nT7AENTo6Wl5e/vTp05UrV6akpODG5iZczCB+d8MMI/MUT09PMD9IZ2enkXmvNRqNvkYb9iQhOnFw\ncHjvvfd0pv2NjY1tbGxELeJQ+Hx+cHAwKHHWyYJv+uDTtKhgMBienp7YRE9bWxsWUwjKkogVRb6+\nvqA9nlgsZrFYCIJMTk6CbwFjggHAIE5kOk8H8fQirgtEflxAPBE8a62EQby9vffv3//kyZOnT58O\nDAzoO02j0QiFQqFQ+PDhw9TUVCPDNiDzBcu5Uae1/Ac+/lBIB4FAIBDI7ED3ic/6LD7rk35+aX5+\nflFJCV8k0ykhUoiKvty3R/hF9uF4Iy08vHmbuNNOa47QvHnYdWkIuCBEXvFkAm0UBEKCkJCQzMxM\nMxXOZrMdHBwwLc6LFy9AoRKCIENDQ2AQEe5T4zGJnw1uwDKtRV7cycQzXSaMBjcfdDo9PT39xIkT\n2JGampq33nprNte+PT09tQ92dHSYacFRrVZ3d3fjDk7LNGsWgLKk+QpuXs/Ly4t8fi4c5P2fIfMO\n8D5Rq9VgggBiZlO4CplDGAwGm81++fIlusvn8zdt2gQuMFRXV2OiJQqFYnx/y6xtl7+/P9h9bG5u\nRr00VSoV1muk0WiYAwQqpcf8SFpbW9EfKJVKOzunknPDDG4QFC8vr507d46Pjzc0NLx8+bK5uVmh\n0D301mg05eXlvb29v/rVr8B7Hnf/BwcHzzimyNJ07hCTEBgYWFlZie1iKX5mTF1dXX5+PovFCgoK\nYrFYYHsLe5IQnaxatUqnJgklNTW1ra0NjL66efOmn58fgbkIsgiaPvg0LTZCQkIwWZJYLF69ejWC\nIBMTE6DpEbEsiUKhhISEYKmEscRtbW1tmGiARqPhrMinBW6WEAxWIQZnAo8DJ1oiL60gPtOiWglr\na+v4+Pj4+PiOjo76+vqGhgYC+3qJRPLDDz9kZmay2WwjrwuxfCznRiX/RCMIAg5Y5sX6AQQCgUAg\nc4eeaT4Q6XS0xXR3blIWNynrICLvb6isrCwtKq2srBRIXr+MQnT586Pxl44kTVOYRGPSaJgoiMZK\n/eRImlHSJiaDMVWeVCqVI4jhxXu5YoZeTxCIRWFtbR0dHV1aWoruCoXCkZERMLFadXU1tmZKpVKX\nLl06B7U0BG44P63RCupqgc1ITGvEYbH4+PiwWCxsZVCpVLa3txsZAzwtHB0dGQwGLht4XV3dxo0b\nzXG5lpYW7VgaKEuCmAbchGBUVFRCQsJcVQZiseCEn3K5nGQuKhMGAkIsnOXLl2OyJKlU2traCsb7\nghncwsLCCLJRkMSsbReFQmGz2c+fP0d3MVmSWCzGQsZZLBaoPQ8JCamoqEC3W1paUFkSGOzu5eVl\nWkNOyHzHzs4uJiYmJiZGpVK1tbW1tra2tLS0t7drL+MJhcLbt2+npqZiR3D3//r16/39/Wej0pB5\nApZiEqWlpUWhUBjjh93Y2Dg0NFRVVYU25m+88caWLVvQj2BPEqITYu8Te3v79PT0M2fOYEeUSuXF\nixc/+OADgpXOBd/0wadpsREUFFRSUoJuY1IkoVCI9QRsbGwCAwOJCwkNDcVkSW1tbai5HaZPQq9i\njAEY7t1BXj9EPAy0s7MjfzLItDIwWkgr4evr6+vru3HjxpGRkebmZrTLJ5Xi113UavVPP/104MCB\nGesRIfMFy7lR9YVG6AR8/GGiZwgEAoFAjEQqlRk+SQd0d078Zk785iwEkfc3lBbl5GTnlXZhb3RJ\n4fnC/qQ09+mV6ebjhiA/J5VWdAo7EcSoyFq6D1heV6cEQXwMfqlLKDHmmhCI5RAbG4vJkjQaTXV1\n9dq1a7FPwQxukZGRlpm9EFeraY0aVCoVaK26YOIZQkNDQZur7u7u2ZQlIQgSEBBQV1cHHpFIJJ2d\nnT4+hhvY6VJdXa2zAia/kDGYwBYMMifgxCVDQ0NzVROIJYOTU2CuMAYhTh0KWUiEhYVhmc6Q1ztY\n3d3doOmfwSwtZDB32xUeHo5tNzc3oxp2nRncUMBeSGtrK7qB6bRwBUIgINbW1iwWKzk5+Te/+c3/\n+3//b+fOneHh4bgV/crKSrA5he9uCDGOjo7gUGFychI3bpkWk5OTDQ0N4BE0SRAKvBshMyM4OBj1\nhsHo7e29desWwVcW/M224H8gBAeocR8ZGRkeHkYQBJznYrFYxDnLkNd7pHK5XCKRIIBtEvJ6H3UG\n4IaBBPnIcBAPA11dXcFdzDXKIH19fQSfWvhD5OjoGBsbu3379kOHDu3fvz8pKQmnQJqcnMSUapAF\njOXcqKBtITEymQxcjXBzm35uFwgEAoFAFg9yg1ZI0k6J0eZAdHdOUsbh4+dOZLKnFASKhlLBtHO8\nsqJYUyWIamr6jawZKwqokbCST+Kn9gsFUJYEWSB4enqCShE+n49td3R09PdPPWBoJLwFghuwTCtz\nNC7oyDJ1VzMA57NAHDFlDiIjI7UPFhcXm/xCg4OD4E2LwmQyDUbNzTJQljRfcXV1BeWKoGM8BIKB\ny6nR1dVF8ovkz4TMd6ysrMCO1MuXLzGHRlBdy2AwTJLLzNxtV0hICLYONDo6isqqwDUenCwpKCgI\n05FIpdK+vr7JyUlQxmSmPK+QBYatrW1UVFRmZuZvf/tb0EhArVZjcjdEq02G726INtHR0eBuSUnJ\njNOqVlVVjY2NYbtUKjUsLAzbhT1JyIxJSUnBtWaVlZWY74s2C77pg0/TYoNGo4EWKeh/HOxtEmdw\nQ3FycgJz9nV0dKjV6vb29mkVQgAuISAYaUAM8TAQ5w1DfszY0dFB8Ok8aiW8vb2Tk5M//vhjXG7r\n5ubmuaoSZNawnBu1u7ubZP8Q9+x7enqap0YQCAQCgcxX6ODSu0xiyApJWFmj332kv/Lcsc8OHtiT\nkZYUH3/gjgFRD5P7QSZv6uIyqWQaviaviogDEgnz84s6yXyr4XhWUtLmjKw9Bw4e/uz4HSFYXvxU\neYrKokqDuiRpZSF/2tWGQCwWcJTX3d2NRdeAU17Ozs5g2KdFgbM3Ju9SgSAIGiuFYXzWFJOjVqsH\nBwebm5vr6+vJfwtMnKK9OwtwOBxt66n6+nqTDyfv37+vnc0jMjKS2Bd/9oGypPmKlZWVn58fttvT\n00M+VKumpubGjRuPHz+uq6vr7OzEchtBFh44ISSYmoqA4eFhSwtRhZgV0AZpYmICvU80Gg2oro2J\niTHJO9vcbReVSgWDy5uamtCUsegug8HATcXa2dmB2VVbWlqEQiEWUers7Ozl5UWyepAFycjISEtL\ny5MnT/Ly8goKCgye7+vrm5ycDB4B73BfX1/QPkEgEJBXnBQWFt65c6e8vFwgEPT29s5YqgKxcKKj\no8ExZE9PT2Vl5QzKmZiYwAVeLFu2DBwFwZ4kZMbY2NhkZGTg0kvl5ubqm+9Y8E0ffJoWIaDMvbOz\nc2JiAhTokFQUgad1dXX19PSAXVAjTU0cHBxACUVLSwvox06AWCwm+NTOzg7sSzc0NJC5aVUqFfG8\n4Zy3EpOTk11dXdXV1Q8ePLhw4QIYCKsTa2vrtLQ0BoOBHYHD58XAnN+oGAqForOT1LpjY2MjuIvL\nFwyBQCAQCITpxpzq0kmEDYQvWHllbhGRN1BnaU5eUWmNqEumUPANi3poTOaULImm5U3y2r4C0eV6\n4hOfBOqIsrMrDXqjSAvP5AlkMolIUFNalJ9fI2MAH/okpk0ppWSF2bkG+huduedLoSoJsoDgcrng\nZBemRgLN7GNiYixN54GBW/kijg7CgQs6wjklzzmXLl3693//9//93//9/vvvL126RHJ+A0EQmew1\nuSk4ip8dqFQqLqgJ5erVq5g9hPHU19drWyVRKJSVK1ea6hKmAsqS5jG4CYWysjIy31Kr1ffv3y8v\nL8/Pz//pp59OnDiB2s5DFiQODg5gSGtDQwOuFdZJVVWVqSpgsW9oCIirqyso8Ub7WyKRCDSHN0kG\nNxRzt12gq1NTU1NbWxvWTcFZJaGAMqaWlhYw5xHM4Aa5ePHimTNnbt68+fTp08rKSjJLCDgpG/gV\na2trMEXX4OAgLseWPgYHBwsLC0tKSm7cuHH27NkffviB9C8wAGylLQ06nR4XFwceuXPnDvksORi3\nbt0CG0krK6uEhATcObAnCZkxXl5eGzZsAI9MTExcvHhR57yABTZ9Jgc+TYsNsEvZ1dXV1taGve6d\nnZ1xTkX6AGVJPT09oFWSkRncUMAu8ejoKJnnTiQSGUz3hotnIDNy5PP5xLnhzNpKkOnqiESiv/71\nrzk5OYWFhbW1taDVJUGdcd45kAWPRb3OyDx6KpUKnJt2d3eHSdwgEAgEAsHjw55K2oTU5OUL9Z4p\n5588lkekSnLnJbFBUU+O/rIQBEHkNSX8qYUaFpdDx58B6JLkUp3yH1ZqZtzUGnvX5SPHSgjFUNKS\n48fyp34DI277Jnfwc/dNmUlYb0FRc/Jzot/QmXv0JIF5FAQy/7CzswNTZ6DLZB0dHWAUisVmc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LC2v07sbnesIu9VCSnf/0MC0zSUr2j04O6Z2yPrno7/X8o7EJ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\nMC4urub2DRs2fPLJJxKJpOlLMhpm/w7rlAm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LLjh88uFd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      "text/plain": [
       "Screenshot of a Jupyter notebook"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print(\"Hello world!\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "2 + 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "_ * 3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "my_notebook.ipynb\n"
     ]
    }
   ],
   "source": [
    "!ls"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Available line magics:\n",
       "%alias  %alias_magic  %autocall  %automagic  %autosave  %bookmark  %cat  %cd  %clear  %colors  %config  %connect_info  %cp  %debug  %dhist  %dirs  %doctest_mode  %ed  %edit  %env  %gui  %hist  %history  %killbgscripts  %ldir  %less  %lf  %lk  %ll  %load  %load_ext  %loadpy  %logoff  %logon  %logstart  %logstate  %logstop  %ls  %lsmagic  %lx  %macro  %magic  %man  %matplotlib  %mkdir  %more  %mv  %notebook  %page  %pastebin  %pdb  %pdef  %pdoc  %pfile  %pinfo  %pinfo2  %popd  %pprint  %precision  %profile  %prun  %psearch  %psource  %pushd  %pwd  %pycat  %pylab  %qtconsole  %quickref  %recall  %rehashx  %reload_ext  %rep  %rerun  %reset  %reset_selective  %rm  %rmdir  %run  %save  %sc  %set_env  %store  %sx  %system  %tb  %time  %timeit  %unalias  %unload_ext  %who  %who_ls  %whos  %xdel  %xmode\n",
       "\n",
       "Available cell magics:\n",
       "%%!  %%HTML  %%SVG  %%bash  %%capture  %%debug  %%file  %%html  %%javascript  %%js  %%latex  %%markdown  %%perl  %%prun  %%pypy  %%python  %%python2  %%python3  %%ruby  %%script  %%sh  %%svg  %%sx  %%system  %%time  %%timeit  %%writefile\n",
       "\n",
       "Automagic is ON, % prefix IS NOT needed for line magics."
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "%lsmagic"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Writing test.txt\n"
     ]
    }
   ],
   "source": [
    "%%writefile test.txt\n",
    "Hello world!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Hello world!\n"
     ]
    }
   ],
   "source": [
    "# Let's check what this file contains.\n",
    "with open('test.txt', 'r') as f:\n",
    "    print(f.read())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "podoc": {
     "output_text": "Screenshot of the pager"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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wcXEZM2aMl5dXZGTk7NmzxWiezZs3T5kyJavdGrhZ0yO9H+FM5b4dNtEjnJaWJgZU2dnZdejQ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\nDw9p8uHDh9lucv/+fX1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      "text/plain": [
       "Screenshot of the pager"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "%run?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "from IPython.display import HTML, SVG, YouTubeVideo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "podoc": {
     "output_text": "<IPython.core.display.HTML object>"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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5ij1AvnDXNj7DI0K4vhzWbaym2TCIra8/eGJnneYK5Uumsb+9QjL+5SexPTWPK3a5ivVb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\n",
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "HTML('''\n",
    "<table style=\"border: 2px solid black;\">\n",
    "''' +\n",
    "     ''.join(['<tr>' +\n",
    "              ''.join([f'<td>{row},{col}</td>'\n",
    "                       for col in range(5)]) +\n",
    "              '</tr>' for row in range(5)]) +\n",
    "     '''\n",
    "</table>\n",
    "''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "podoc": {
     "output_text": "<IPython.core.display.SVG object>"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "SVG('''<svg width=\"600\" height=\"80\">''' +\n",
    "    ''.join([f'''<circle\n",
    "              cx=\"{(30 + 3*i) * (10 - i)}\"\n",
    "              cy=\"30\"\n",
    "              r=\"{3. * float(i)}\"\n",
    "              fill=\"red\"\n",
    "              stroke-width=\"2\"\n",
    "              stroke=\"black\">\n",
    "        </circle>''' for i in range(10)]) +\n",
    "    '''</svg>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "podoc": {
     "output_text": "<IPython.lib.display.YouTubeVideo at 0x7fc0000b64a8>"
    }
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": 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Hr3eU+Qd6pdntUuEHl1q0fyuMkhHy/CA1VMxmTlitm74ti24l/MsME5Eh/hGt7g8AaA+T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\n6V+g20X1ZY8i8irarWuXqWvY17g1w1G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      "text/plain": [
       "<IPython.lib.display.YouTubeVideo at 0x7fc0000b64a8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "YouTubeVideo('VQBZ2MqWBZI')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```json\n",
    "{\n",
    " \"cells\": [\n",
    "  {\n",
    "   \"cell_type\": \"code\",\n",
    "   \"execution_count\": 1,\n",
    "   \"metadata\": {},\n",
    "   \"outputs\": [\n",
    "    {\n",
    "     \"name\": \"stdout\",\n",
    "     \"output_type\": \"stream\",\n",
    "     \"text\": [\n",
    "      \"Hello world!\\n\"\n",
    "     ]\n",
    "    }\n",
    "   ],\n",
    "   \"source\": [\n",
    "    \"print(\\\"Hello world!\\\")\"\n",
    "   ]\n",
    "  }\n",
    " ],\n",
    " \"metadata\": {},\n",
    " \"nbformat\": 4,\n",
    " \"nbformat_minor\": 2\n",
    "}\n",
    "```"
   ]
  }
 ],
 "metadata": {},
 "nbformat": 4,
 "nbformat_minor": 2
}
